KoichiYasuoka commited on
Commit
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initial release

Browse files
README.md CHANGED
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- ---
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- license: cc-by-sa-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - "be"
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+ - "bg"
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+ - "ru"
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+ - "sr"
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+ - "uk"
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+ tags:
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+ - "belarusian"
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+ - "bulgarian"
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+ - "russian"
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+ - "serbian"
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+ - "ukrainian"
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+ - "token-classification"
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+ - "pos"
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+ - "dependency-parsing"
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+ datasets:
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+ - "universal_dependencies"
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+ license: "cc-by-sa-4.0"
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+ pipeline_tag: "token-classification"
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+ ---
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+
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+ # bert-base-slavic-cyrillic-upos
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+
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+ ## Model Description
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+
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+ This is a BERT model pre-trained with Slavic-Cyrillic ([UD_Belarusian](https://universaldependencies.org/be/) [UD_Bulgarian](https://universaldependencies.org/bg/) [UD_Russian](https://universaldependencies.org/ru/) [UD_Serbian](https://universaldependencies.org/sr/) [UD_Ukrainian](https://universaldependencies.org/uk/)) for POS-tagging and dependency-parsing, derived from [ruBert-base](https://huggingface.co/sberbank-ai/ruBert-base). Every word is tagged by [UPOS](https://universaldependencies.org/u/pos/) (Universal Part-Of-Speech).
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+
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+ ## How to Use
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+
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+ ```py
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+ from transformers import AutoTokenizer,AutoModelForTokenClassification
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+ tokenizer=AutoTokenizer.from_pretrained("KoichiYasuoka/bert-base-slavic-cyrillic-upos")
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+ model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/bert-base-slavic-cyrillic-upos")
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+ ```
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+
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+ or
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+
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+ ```py
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+ import esupar
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+ nlp=esupar.load("KoichiYasuoka/bert-base-slavic-cyrillic-upos")
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+ ```
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+
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+ ## See Also
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+
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+ [esupar](https://github.com/KoichiYasuoka/esupar): Tokenizer POS-tagger and Dependency-parser with BERT/RoBERTa models
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+
config.json ADDED
@@ -0,0 +1,2455 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "BertForTokenClassification"
4
+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "classifier_dropout": null,
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+ "directionality": "bidi",
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "ADJ",
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+ "1": "ADJ+ADJ",
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+ "2": "ADJ+ADV",
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+ "3": "ADJ+AUX",
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+ "4": "ADJ+CCONJ",
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+ "5": "ADJ+NOUN",
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+ "6": "ADJ+SCONJ",
19
+ "7": "ADP",
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+ "8": "ADP+ADJ",
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+ "9": "ADP+ADV",
22
+ "10": "ADP+DET",
23
+ "11": "ADP+NOUN",
24
+ "12": "ADP+PRON",
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+ "13": "ADP+PROPN",
26
+ "14": "ADV",
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+ "15": "ADV+ADJ",
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+ "16": "ADV+ADP",
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+ "17": "ADV+ADV",
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+ "18": "ADV+AUX",
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+ "19": "ADV+NOUN",
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+ "20": "ADV+PROPN",
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+ "21": "ADV+VERB",
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+ "22": "AUX",
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+ "23": "AUX+ADJ",
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+ "24": "AUX+ADP",
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+ "25": "AUX+ADV",
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+ "26": "AUX+ADV+ADJ",
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+ "27": "AUX+DET",
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+ "28": "AUX+NOUN",
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+ "29": "AUX+PROPN",
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+ "30": "AUX+VERB",
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+ "31": "B-ADJ",
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+ "32": "B-ADJ+ADJ",
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+ "33": "B-ADJ+NOUN",
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+ "34": "B-ADP",
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+ "35": "B-ADP+ADV",
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+ "36": "B-ADP+DET",
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+ "37": "B-ADV",
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+ "38": "B-AUX",
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+ "39": "B-CCONJ",
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+ "40": "B-DET",
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+ "41": "B-INTJ",
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+ "42": "B-NOUN",
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+ "43": "B-NOUN+DET",
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+ "44": "B-NUM",
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+ "45": "B-NUM+ADJ",
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+ "46": "B-NUM+NOUN",
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+ "47": "B-PART",
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+ "48": "B-PART+PRON",
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+ "49": "B-PART+VERB",
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+ "50": "B-PRON",
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+ "51": "B-PRON+PART",
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+ "52": "B-PROPN",
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+ "53": "B-PUNCT",
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+ "54": "B-SCONJ",
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+ "55": "B-SYM",
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+ "56": "B-VERB",
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+ "57": "B-VERB+ADP",
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+ "58": "B-VERB+ADV",
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+ "59": "B-VERB+PRON",
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+ "60": "B-X",
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+ "61": "B-X+X",
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+ "62": "CCONJ",
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+ "63": "CCONJ+ADJ",
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+ "64": "CCONJ+NOUN",
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+ "65": "DET",
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+ "66": "DET+ADJ",
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+ "67": "DET+AUX",
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+ "68": "DET+NOUN",
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+ "69": "DET+VERB",
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+ "70": "I-ADJ",
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+ "71": "I-ADJ+ADJ",
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+ "72": "I-ADJ+NOUN",
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+ "73": "I-ADP",
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+ "74": "I-ADP+ADV",
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+ "75": "I-ADP+DET",
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+ "76": "I-ADV",
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+ "77": "I-AUX",
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+ "78": "I-CCONJ",
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+ "79": "I-DET",
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+ "80": "I-INTJ",
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+ "81": "I-NOUN",
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+ "82": "I-NOUN+DET",
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+ "83": "I-NUM",
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+ "84": "I-NUM+ADJ",
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+ "85": "I-NUM+NOUN",
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+ "86": "I-PART",
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+ "87": "I-PART+PRON",
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+ "88": "I-PART+VERB",
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+ "89": "I-PRON",
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+ "90": "I-PRON+PART",
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+ "91": "I-PROPN",
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+ "92": "I-PUNCT",
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+ "93": "I-SCONJ",
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+ "94": "I-SYM",
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+ "95": "I-VERB",
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+ "96": "I-VERB+ADP",
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+ "97": "I-VERB+ADV",
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+ "98": "I-VERB+PRON",
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+ "99": "I-X",
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+ "100": "I-X+X",
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+ "101": "INTJ",
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+ "102": "NOUN",
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+ "103": "NOUN+ADJ",
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+ "104": "NOUN+ADP",
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+ "105": "NOUN+ADV",
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+ "106": "NOUN+AUX",
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+ "107": "NOUN+DET",
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+ "108": "NOUN+NOUN",
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+ "109": "NOUN+PROPN",
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+ "110": "NOUN+VERB",
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+ "111": "NUM",
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+ "112": "NUM+ADJ",
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+ "113": "NUM+NOUN",
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+ "114": "NUM+PROPN",
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+ "115": "NUM+SYM",
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+ "116": "PART",
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+ "117": "PART+ADJ",
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+ "118": "PART+CCONJ",
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+ "119": "PART+VERB",
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+ "120": "PRON",
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+ "121": "PRON+ADP",
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+ "122": "PRON+ADV",
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+ "123": "PRON+DET",
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+ "124": "PRON+NOUN",
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+ "125": "PRON+PROPN",
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+ "126": "PRON+VERB",
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+ "127": "PROPN",
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+ "128": "PROPN+ADJ",
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+ "129": "PROPN+ADP",
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+ "130": "PROPN+ADV",
143
+ "131": "PROPN+NOUN",
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+ "132": "PROPN+PROPN",
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+ "133": "PROPN+VERB",
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+ "134": "PUNCT",
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+ "135": "SCONJ",
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+ "136": "SCONJ+ADJ",
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+ "137": "SCONJ+NOUN",
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+ "138": "SCONJ+VERB",
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+ "139": "SCONJ+VERB+NOUN",
152
+ "140": "SYM",
153
+ "141": "VERB",
154
+ "142": "VERB+ADJ",
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+ "143": "VERB+ADP",
156
+ "144": "VERB+ADV",
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+ "145": "VERB+DET",
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+ "146": "VERB+NOUN",
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+ "147": "VERB+PRON",
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+ "148": "VERB+PROPN",
161
+ "149": "X",
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+ "150": "X+ADV",
163
+ "151": "X+X",
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+ "152": "X+X+X"
165
+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "ADJ": 0,
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+ "ADJ+ADJ": 1,
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+ "ADJ+ADV": 2,
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+ "ADJ+AUX": 3,
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+ "ADJ+CCONJ": 4,
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+ "ADJ+NOUN": 5,
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+ "ADJ+SCONJ": 6,
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+ "ADP": 7,
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+ "ADP+ADJ": 8,
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+ "ADP+ADV": 9,
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+ "ADP+DET": 10,
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+ "ADP+NOUN": 11,
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+ "ADP+PRON": 12,
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+ "ADP+PROPN": 13,
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+ "ADV": 14,
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+ "ADV+ADJ": 15,
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+ "ADV+ADP": 16,
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+ "ADV+ADV": 17,
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+ "ADV+AUX": 18,
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+ "ADV+NOUN": 19,
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+ "ADV+PROPN": 20,
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+ "ADV+VERB": 21,
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+ "AUX": 22,
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+ "AUX+ADJ": 23,
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+ "AUX+ADP": 24,
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+ "AUX+ADV": 25,
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+ "AUX+ADV+ADJ": 26,
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+ "AUX+DET": 27,
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+ "AUX+NOUN": 28,
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+ "AUX+PROPN": 29,
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+ "AUX+VERB": 30,
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+ "B-ADJ": 31,
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+ "B-ADJ+ADJ": 32,
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+ "B-ADJ+NOUN": 33,
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+ "B-ADP": 34,
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+ "B-ADP+ADV": 35,
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+ "B-ADP+DET": 36,
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+ "B-ADV": 37,
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+ "B-AUX": 38,
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+ "B-CCONJ": 39,
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+ "B-DET": 40,
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+ "B-INTJ": 41,
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+ "B-NOUN": 42,
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+ "B-NOUN+DET": 43,
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+ "B-NUM": 44,
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+ "B-NUM+ADJ": 45,
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+ "B-NUM+NOUN": 46,
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+ "B-PART": 47,
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+ "B-PART+PRON": 48,
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+ "B-PART+VERB": 49,
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+ "B-PRON": 50,
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+ "B-PRON+PART": 51,
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+ "B-PROPN": 52,
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+ "B-PUNCT": 53,
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+ "B-SCONJ": 54,
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+ "B-SYM": 55,
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+ "B-VERB": 56,
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+ "B-VERB+ADP": 57,
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+ "B-VERB+ADV": 58,
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+ "B-VERB+PRON": 59,
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+ "B-X": 60,
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+ "B-X+X": 61,
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+ "CCONJ": 62,
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+ "CCONJ+ADJ": 63,
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+ "CCONJ+NOUN": 64,
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+ "DET": 65,
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+ "DET+ADJ": 66,
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+ "DET+AUX": 67,
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+ "DET+NOUN": 68,
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+ "DET+VERB": 69,
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+ "I-ADJ": 70,
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+ "I-ADJ+ADJ": 71,
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+ "I-ADJ+NOUN": 72,
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+ "I-ADP": 73,
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+ "I-ADP+ADV": 74,
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+ "I-ADP+DET": 75,
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+ "I-ADV": 76,
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+ "I-AUX": 77,
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+ "I-CCONJ": 78,
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+ "I-DET": 79,
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+ "I-INTJ": 80,
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+ "I-NOUN": 81,
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+ "I-NOUN+DET": 82,
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+ "I-NUM": 83,
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+ "I-NUM+ADJ": 84,
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+ "I-NUM+NOUN": 85,
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+ "I-PART": 86,
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+ "I-PART+PRON": 87,
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+ "I-PART+VERB": 88,
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+ "I-PRON": 89,
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+ "I-PRON+PART": 90,
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+ "I-PROPN": 91,
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+ "I-PUNCT": 92,
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+ "I-SCONJ": 93,
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+ "I-SYM": 94,
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+ "I-VERB": 95,
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+ "I-VERB+ADP": 96,
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+ "I-VERB+ADV": 97,
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+ "I-VERB+PRON": 98,
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+ "I-X": 99,
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+ "I-X+X": 100,
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+ "INTJ": 101,
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+ "NOUN": 102,
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+ "NOUN+ADJ": 103,
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+ "NOUN+ADP": 104,
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+ "NOUN+ADV": 105,
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+ "NOUN+AUX": 106,
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+ "NOUN+DET": 107,
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+ "NOUN+NOUN": 108,
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+ "NOUN+PROPN": 109,
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+ "NOUN+VERB": 110,
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+ "NUM": 111,
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+ "NUM+ADJ": 112,
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+ "NUM+NOUN": 113,
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+ "NUM+PROPN": 114,
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+ "NUM+SYM": 115,
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+ "PART": 116,
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+ "PART+ADJ": 117,
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+ "PART+CCONJ": 118,
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+ "PART+VERB": 119,
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+ "PRON": 120,
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+ "PRON+ADP": 121,
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+ "PRON+ADV": 122,
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+ "PRON+DET": 123,
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+ "PRON+NOUN": 124,
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+ "PRON+PROPN": 125,
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+ "PRON+VERB": 126,
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+ "PROPN": 127,
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+ "PROPN+ADJ": 128,
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+ "PROPN+ADP": 129,
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+ "PROPN+ADV": 130,
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+ "PROPN+NOUN": 131,
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+ "PROPN+PROPN": 132,
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+ "PROPN+VERB": 133,
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+ "PUNCT": 134,
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+ "SCONJ": 135,
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+ "SCONJ+ADJ": 136,
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+ "SCONJ+NOUN": 137,
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+ "SCONJ+VERB": 138,
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+ "SCONJ+VERB+NOUN": 139,
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+ "SYM": 140,
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+ "VERB": 141,
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+ "VERB+ADJ": 142,
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+ "VERB+ADP": 143,
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+ "VERB+ADV": 144,
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+ "VERB+DET": 145,
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+ "VERB+NOUN": 146,
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+ "VERB+PRON": 147,
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+ "VERB+PROPN": 148,
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+ "X": 149,
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+ "X+ADV": 150,
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+ "X+X": 151,
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+ "X+X+X": 152
322
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1180
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1219
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1305
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1308
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1309
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